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基于双向两样本孟德尔随机化的研究:探讨731种免疫细胞表型与乳腺癌亚型间的因果关系

A Bidirectional Two-Sample Mendelian Randomization Study: Exploring Causal Relationships Between 731 Immune Cell Phenotypes and Breast Cancer Subtypes

  • 摘要: 目的:基于两样本孟德尔随机化探究免疫细胞与不同分子分型乳腺癌间的因果关系。
    方法:本研究以GWAS Catalog中731种免疫细胞作为暴露因素,并以BCAC联盟提供的四种乳腺癌分子亚型(HR+/HER2-、HR+/HER2+、HR-/HER2+、HR-/HER2-)作为结局变量,开展双向两样本孟德尔随机化分析。在因果推断过程中,我们主要采用逆方差加权法作为核心分析方法,并辅以MR-Egger、加权中位数、加权模式法、简单模式法以及贝叶斯加权孟德尔随机化等多种方法进行一致性验证。阳性结果的判定标准设定为:逆方差加权法的P值通过错误发现率校正,且贝叶斯加权孟德尔随机化结果同时达到统计学显著性(P < 0.05)。为进一步确保研究结果的稳健性,我们还进行了反向孟德尔随机化分析及一系列敏感性分析,以有效评估并排除潜在偏倚与反向因果关系的干扰。
    结果:研究发现在HR+乳腺癌中,HER2+亚型与7种免疫细胞存在显著因果关联(5种保护性,2种危险性),HER2-亚型与8种免疫细胞相关(4种保护性,4种危险性)。在HR-乳腺癌中,HER2+亚型与5种免疫细胞相关(1种保护性,4种危险性),HER2-亚型(三阴性乳腺癌)与7种免疫细胞相关(6种保护性,1种危险性)。值得注意的是,原始CD8+T细胞与HR+/HER2+乳腺癌存在双向因果关系,而CD4-CD8- NKT细胞在HER2+和HER2-亚型中表现出相反的作用方向。
    结论:本研究从遗传学角度证实了免疫细胞与乳腺癌不同分子亚型之间存在特异性因果关联,揭示了免疫调控的亚型异质性。这些发现为阐明乳腺癌发病的免疫机制提供了新视角,也为开发针对特定分子分型的免疫治疗策略奠定了理论基础。

     

    Abstract: Objective: Investigating the causal relationship between immune cells and the various molecular subtypes of breast cancer(BC) using two-sample Mendelian randomisation(MR).
    Methods: This study employed a two-sample MR analysis with 731 immune cell types from the GWAS Catalogue as the exposure factors and four BC molecular subtypes (HR+/HER2-, HR+/HER2+, HR-/HER2+, and HR-/HER2-) from the BCAC Consortium as the outcome variables. For causal inference, inverse variance weighting(IVW) was employed as the primary analytical method, alongside multiple consistency validation approaches, including MR-Egger, weighted median, weighted mode, simple mode and Bayesian weighted Mendelian randomization(BWMR). Positive results were defined as meeting both of the following criteria: an IVW P-value that passed false discovery rate (FDR) correction, and statistical significance in BWMR (P < 0.05). To further ensure robustness, we conducted a reverse MR analysis and a series of sensitivity analyses to effectively evaluate and exclude potential biases and interference from reverse causality.
    Results: The study identified significant causal associations for specific immune cell phenotypes across subtypes. In HR+ BC, the HER2+ subtype was associated with 7 immunophenotypes (5 protective, 2 risk-increasing), while the HER2- subtype was associated with 8 immunophenotypes (4 protective, 4 risk-increasing). In HR- BC, the HER2+ subtype was associated with 5 immunophenotypes (1 protective, 4 risk-increasing), and the HER2- subtype (triple-negative BC) was associated with 7 immunophenotypes (6 protective, 1 risk-increasing). Notably, a bidirectional causal relationship was observed between Naive CD8+ T cells and HR+/HER2+ BC. Furthermore, CD4-CD8- NKT cells exhibited opposing effect directions in HER2+ versus HER2- subtypes.
    Conclusion: From a genetic perspective, this study confirms the existence of subtype-specific causal associations between immune cell phenotypes and distinct molecular subtypes of BC, revealing heterogeneity in immune regulation. These findings provide novel insights into the immunopathological mechanisms of BC and establish a theoretical foundation for developing subtype-specific immunotherapeutic strategies.

     

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